Richard Valenzano

Reward Machines: Exploiting Reward Function Structure in Reinforcement Learning

Rodrigo Toro Icarte, Toryn Q. Klassen, Richard Valenzano et al. · Journal of Artificial Intelligence Research · 2022 · 172 citations · Full text

Computing, Computer Science, Artificial Intelligence +14

LTL and Beyond: Formal Languages for Reward Function Specification in Reinforcement Learning

Rodrigo Toro Icarte, Toryn Q. Klassen, Richard Valenzano et al. · 2019 · 152 citations · Full text

Computing, Computer Science, Algorithms +14

Using Reward Machines for High-Level Task Specification and Decomposition in Reinforcement Learning

Rodrigo Toro Icarte, Toryn Q. Klassen, Richard Valenzano et al. · International Conference on Machine Learning · 2018 · 129 citations

Business, Computer Science, Artificial Intelligence +15

Teaching Multiple Tasks to an RL Agent using LTL

Rodrigo Toro Icarte, Toryn Q. Klassen, Richard Valenzano et al. · 2018 · 89 citations

Computing, Autonomous Systems, Computer Science +17

Learning Reward Machines for Partially Observable Reinforcement Learning

Rodrigo Toro Icarte, Ethan Waldie, Toryn Q. Klassen et al. · Neural Information Processing Systems · 2019 · 67 citations

Computing, Computer Science, Artificial Intelligence +10